Opik vs. TraceBoard Suite Comparison


Opik Comet	TraceBoard Suite NordTrace Solutions	+	+
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About Confidently evaluate, test, and ship LLM applications with a suite of observability tools to calibrate language model outputs across your dev and production lifecycle. Log traces and spans, define and compute evaluation metrics, score LLM outputs, compare performance across app versions, and more. Record, sort, search, and understand each step your LLM app takes to generate a response. Manually annotate, view, and compare LLM responses in a user-friendly table. Log traces during development and in production. Run experiments with different prompts and evaluate against a test set. Choose and run pre-configured evaluation metrics or define your own with our convenient SDK library. Consult built-in LLM judges for complex issues like hallucination detection, factuality, and moderation. Establish reliable performance baselines with Opik's LLM unit tests, built on PyTest. Build comprehensive test suites to evaluate your entire LLM pipeline on every deployment.	About TraceBoard Suite is a self-hosted, air-gapped ready ALM platform that combines requirements traceability, compliance doc generation, and test execution into a single, secure source of truth. Running on your infrastructure via Docker, it ensures absolute data sovereignty completely offline. The suite seamlessly integrates three core modules: • TraceBoard: Connects items with cycle detection and immutable baselines. Kanban board. Features local or cloud AI integration to ingest requirements from Excel, PDF, or Word, run intelligent consistency checks, and auto-generate comprehensive audit readiness narratives. • TraceDocs: Generates compliance-ready documents (SRS, Test Plans, Design Descriptions) from frozen baselines. Markdown editor for documents with links to project requirements. • TraceTest: Test management. Logs execution evidence (screenshots, logs) and maps results back to requirements, leveraging AI to auto-generate test cases directly from source text.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers looking for a solution to evaluate, test, and monitor their LLM applications	Audience Systems engineers, software developers, QA teams, and compliance managers building safety-critical products who need a secure, air-gapped ALM and requirements management platform with zero cloud dependency.
Support Phone Support Supported 24/7 Live Support Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $39 per month Free Version Supported Free Trial Supported	Pricing €999/year/5 users The listed license is €999 per year for five users. The vendor-submitted amount is €990 per year for five users. Free Version Not Supported Free Trial Supported
Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 4.0 / 5 support 5.0 / 5 Read all reviews	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software
Pros & Cons from Real Users Pros My team has switched to Opik from Arize about 4 months ago. We have evaluated Arize, Langfuse, Opik and Langsmith. Overall Opik was the best platform. Phoenix OSS doesn't have half the features, Langsmith is nice but super expensive and not OSS and Langfuse is brittle and has tons of performance issues. We found one bug on Opik, opened a PR on the GH repo and it was fixed and merged in less than 5 hours. Cons Personally I think they can make the UI a bit prettier.
Training Documentation Supported Webinars Supported Live Online Supported In Person Supported	Training Documentation Not Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Comet Founded: 2017 United States www.comet.com/site/products/opik/	Company Information NordTrace Solutions Founded: 2026 Finland traceboardsuite.com
Alternatives Maxim	Alternatives No Alternatives
DeepEval Confident AI
Respan
Selene 1 atla
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Categories LLM Evaluation Supported	Categories Application Lifecycle Management Supported

Integrations Azure OpenAI Service Supported Claude Supported DeepEval Supported Flowise Supported Git Not Supported Hugging Face Supported Kong AI Gateway Supported LangChain Supported LiteLLM Supported LlamaIndex Supported Ollama Not Supported OpenAI Supported OpenAI o1 Supported Pinecone Supported Predibase Supported Ragas Supported pytest Supported Show More Integrations View All 15 Integrations	Integrations Azure OpenAI Service Not Supported Claude Not Supported DeepEval Not Supported Flowise Not Supported Git Supported Hugging Face Not Supported Kong AI Gateway Not Supported LangChain Not Supported LiteLLM Not Supported LlamaIndex Not Supported Ollama Supported OpenAI Not Supported OpenAI o1 Not Supported Pinecone Not Supported Predibase Not Supported Ragas Not Supported pytest Not Supported Show More Integrations View All 2 Integrations
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